.. and now I have same system with KDE 4.10 running on it without much problem so far.

Since the backports are from Kubuntu team, that does include kubuntu-desktop (in your situation it might be a better choice to first install kubuntu-desktop, then update from backports, and then remove extras you don't like too much).